University of Illinois at Urbana-Champaign
EMACS: efficient CXL-based memory access counters
Abstract
dc:descriptionThis paper presents an efficient solution, EMACS, to count memory accesses for applications utilizing the CXL memory on an FPGA platform. CXL is a promising alternative to the mainstream DDR memory interface that can expand the capacity and bandwidth of a memory system. One type of CXL memory device comes in the form factor of an FPGA with a hard IP, providing extra programmability for its user and thus allowing the implementation of EMACS. EMACS consists of the following 3 key components. 1) A customized hardware logic on the FPGA that fulfills the counting mechanism. 2) A compatible kernel module to handle the communication to the logic. 3) A shell script that automates the control sequence to readily profile the memory accesses for any application. The mechanism and implementation of all three components will be elaborated in this paper, as well as the challenges met in the implementation process. In the end, the outcome of the EMACS tests on several benchmarks will be shown in the form of heatmap graphs.
Degree
thesis:*- Name thesis:degree_name
- M.S.
- Level thesis:degree_level
- Thesis
- Discipline thesis:degree_discipline
- Electrical & Computer Engr
- Grantor
- University of Illinois at Urbana-Champaign
- Year dc:date
- 2024
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Yu, Zeduo (Douglas)
- Contributors dc:contributor
-
- Kim, Nam Sung
Subjects
dc:subject × 3Rights
dc:rights- Statement dc:rights
-
- Copyright 2024 Zeduo (Douglas) Yu
- Language dc:language
- en, eng
Identifiers
dc:identifier.*- Handle dc:identifier
- https://hdl.handle.net/2142/124609